Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108203	ENR	Elijah E Ryan	1991-11-22	UHC-60945-02	9269942884	1873 Meadow Ln # 811, Austin, TX, 78791	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-101832	ENR	Heather H Le	1960-09-15	UHC-10593-35	6595486190	5299 Desert Sky Blvd Apt 33, Austin, TX, 78740	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100433	ENR	Emma Tucker	—	UHC-98732-60	9494655323	2705 Valley View Dr, San Antonio, TX, 78229	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115349	ENR	Joseph P Lee	1974-05-25	UHC-49849-95	5464174612	5814 Sage Ct, Scottsdale, AZ, 85254	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129961	ENR	Kayla Mills	—	UHC-01587-52	8867856919	3905 Apache Blvd, Miami, FL, 33131	0.50	Name re-cased Date of birth missing Phone reformatted SSN last four extracted+3 more
ENR-129678	ENR	Betty Cox	1944-01-01	UHC-09867-50	2833629998	3527 Central Ave, Jacksonville, FL, 32275	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135193	ENR	Ana T Carroll	—	UHC-84457-19	6575624763	9223 Ridge Rd # 982, San Diego, CA	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-114920	ENR	Carol Lewis	1949-07-22	UHC-11461-87	2803486927	2415 Lincoln Way, Las Vegas, NV, 89187	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134976	ENR	Ralph T Jacobs	1999-04-07	UHC-82994-18	3398960338	1278 River Rd # 398, Phoenix, AZ, 85090	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110138	ENR	Ann G Murray	1986-04-18	UHC-04228-65	2434482550	847 Maple Ave, Sacramento, CA, 95852	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105484	ENR	Dylan C Hawkins	2003-12-21	UHC-82949-45	3616235078	5395 Lincoln Way Apt 7, Tucson, AZ, 85799	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-133801	ENR	Joshua V Rios	1968-05-18	UHC-07268-37	5199577640	6349 Indian School Rd Apt 35, Charlotte, NC, 28263	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139999	ENR	Stephen U Herrera	1950-05-18	UHC-99274-57	9304105875	1373 Park Pl Apt 33, Minneapolis, MN, 55449	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137696	ENR	Maria G Hayes	1977-08-17	—	2553187151	541 Apache Blvd, Atlanta, GA, 30381	0.50	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-107378	ENR	Abby Arnold	1980-05-19	UHC-79863-61	2613335475	4960 Jefferson Ave Apt 9, Gilbert, AZ, 85232	0.50	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+3 more
ENR-100929	ENR	Charlotte Bryant	—	UHC-51096-97	8588200512	4266 Union St, Denver, CO, 80230	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125966	ENR	Joshua Walker	1948-12-24	UHC-45586-72	7144119642	1765 Lincoln Way # 231, Orlando, FL, 32806	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127834	ENR	Michelle R Price	1983-08-09	UHC-08987-60	9624008270	5625 Pine Dr, Glendale, AZ, 85359	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104763	ENR	Joe Bishop	1987-04-18	UHC-19037-06	7062877314	69 Highland Ave Apt 8, Tampa, FL, 33678	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-111267	ENR	Ronald Lawrence	1981-05-22	UHC-29293-43	4843379322	3578 Central Ave, Scottsdale, AZ, 85283	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139600	ENR	Nicholas J Bishop	2008-12-10	UHC-32869-34	8103379302	7846 Washington St # 686, Scottsdale, AZ, 85281	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120983	ENR	Madison Jenssen	2001-08-22	UHC-93265-26	9664872071	7460 Baseline Rd, Scottsdale, AZ, 85212	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104596	ENR	Jonathan T Hanson	—	UHC-12906-84	9384282903	5052 Washington St, Plano, TX, 75073	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-126010	ENR	George Valdez	1998-11-25	UHC-34806-17	8909128333	3498 Church St # 539, Charlotte, NC, 28245	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108967	ENR	Bryan Mitchell	1992-03-14	UHC-82450-69	8644569183	6130 Sunset Blvd, Atlanta, GA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125780	ENR	Gerald Z Willis	1957-08-12	UHC-23329-03	8152517130	7465 Church St, Houston, TX, 77008	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108009	ENR	Amber M Valdez	—	UHC-35139-26	7809788208	7773 Highland Ave, Miami, FL, 33103	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-113837	ENR	Danielle A Ford	2006-12-08	UHC-47400-49	8642154797	9012 Central Ave, Plano, TX, 75081	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116191	ENR	Isabella O Black	1988-09-02	UHC-19050-02	8686574633	521 Spring St, San Diego, CA	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-118586	ENR	Rebecca J Perry	1949-08-01	UHC-79876-19	9408142686	2918 River Rd, Seattle, WA, 98123	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-124266	ENR	Garry U Perez	1980-08-18	UHC-00936-29	4456895197	5936 Park Pl, Tempe, AZ, 85298	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130679	ENR	Ana Thomas	1983-07-19	—	3284916761	6256 Apache Blvd Apt 13, Tampa, FL	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-120137	ENR	Omar G Nichols	1974-12-28	UHC-45484-87	5066403452	1161 Ridge Rd, Denver, CO, 80273	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120018	ENR	Susan Padilla	1965-01-07	UHC-62689-06	2208911043	8745 Cedar Ln, Glendale, AZ, 85368	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106434	ENR	Kyle Curz	—	UHC-67404-33	7427326030	4360 Broadway, Glendale, AZ, 85354	0.50	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-141923	ENR	Tyler Fisher	1970-10-15	UHC-12257-40	5977242002	7191 Forest Ave, Fresno, CA, 93796	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-102159	ENR	Olivia F Carter	—	UHC-78576-01	6749328978	7159 Desert Sky Blvd, San Antonio, TX, 78229	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125620	ENR	Alice Delgado	1984-09-11	UHC-45437-56	6254210445	6296 Washington St Apt 18, Minneapolis, MN, 55489	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102771	ENR	Marcus M Woods	2003-01-14	UHC-97464-08	5696836492	5181 Harbor Blvd # 561, Orlando, FL, 32857	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134405	ENR	Jack Brooks	1981-01-26	UHC-28522-72	7917222951	391 Market St, Las Vegas, NV, 89194	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-132015	ENR	Fatima Y Stephens	1995-07-04	UHC-06221-64	2644475759	1103 Main St, Sacramento, CA, 95862	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-108466	ENR	—Junk	1988-10-03	UHC-47094-12	3843245656	2590 Sage Ct, Glendale, AZ, 85319	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-114643	ENR	Maria G Kelly	1970-02-25	UHC-02887-02	7049041430	478 Spring St, Minneapolis, MN, 55456	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-111363	ENR	Cheryl Rios	1947-10-04	UHC-04103-47	7477868492	4133 River Rd, Minneapolis, MN, 55477	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131200	ENR	Logan L Ward	1957-07-06	UHC-11133-92	8943911727	3076 Valley View Dr, San Antonio, TX, 78233	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-101287	ENR	George Y Rios	1974-11-12	UHC-27407-51	9455101110	6504 Valley View Dr, Austin, TX, 78707	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125681	ENR	Matthew K Kelley	1954-01-02	UHC-67263-62	2295604446	3283 Camelback Rd, Gilbert, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-124484	ENR	Catherine Carroll	1971-06-08	UHC-19278-55	2748450117	5270 Highland Ave # 824, Orlando, FL, 32847	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-137058	ENR	James Aguilar	1963-09-23	UHC-21148-68	6619012532	1987 Sage Ct # 638, Columbus, OH, 43278	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-122558	ENR	Christine F Davis	1968-04-16	UHC-61321-56	9487277411	5608 Lincoln Way # 143, Dallas, TX, 75252	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more

28,181 rows, page 45 of 564Previous Next